Shaopeng Liu, Judith S Rodriguez, Viorel Munteanu, Cynthia Ronkowski, Nitesh Kumar Sharma, Mohammed Alser, Francesco Andreace, Ran Blekhman, Dagmara Błaszczyk, Rayan Chikhi, Keith A Crandall, Katja Della Libera, Dallace Francis, Alina Frolova, Abigail Shahar Gancz, Naomi E Huntley, Pooja Jaiswal, Tomasz Kosciolek, Pawel P Łabaj, Wojciech Łabaj, Tu Luan, Christopher Mason, Ahmed M Moustafa, Harihara Subrahmaniam Muralidharan, Onur Mutlu, Nika Mansouri Ghiasi, Ali Rahnavard, Fengzhu Sun, Shuchang Tian, Braden T Tierney, Emily Van Syoc, Riccardo Vicedomini, Joseph P Zackular, Alex Zelikovsky, Kinga Zielińska, Erika Ganda, Emily R Davenport, Mihai Pop, David Koslicki, Serghei Mangul
{"title":"Analysis of metagenomic data.","authors":"Shaopeng Liu, Judith S Rodriguez, Viorel Munteanu, Cynthia Ronkowski, Nitesh Kumar Sharma, Mohammed Alser, Francesco Andreace, Ran Blekhman, Dagmara Błaszczyk, Rayan Chikhi, Keith A Crandall, Katja Della Libera, Dallace Francis, Alina Frolova, Abigail Shahar Gancz, Naomi E Huntley, Pooja Jaiswal, Tomasz Kosciolek, Pawel P Łabaj, Wojciech Łabaj, Tu Luan, Christopher Mason, Ahmed M Moustafa, Harihara Subrahmaniam Muralidharan, Onur Mutlu, Nika Mansouri Ghiasi, Ali Rahnavard, Fengzhu Sun, Shuchang Tian, Braden T Tierney, Emily Van Syoc, Riccardo Vicedomini, Joseph P Zackular, Alex Zelikovsky, Kinga Zielińska, Erika Ganda, Emily R Davenport, Mihai Pop, David Koslicki, Serghei Mangul","doi":"10.1038/s43586-024-00376-6","DOIUrl":null,"url":null,"abstract":"<p><p>Metagenomics has revolutionized our understanding of microbial communities, offering unprecedented insights into their genetic and functional diversity across Earth's diverse ecosystems. Beyond their roles as environmental constituents, microbiomes act as symbionts, profoundly influencing the health and function of their host organisms. Given the inherent complexity of these communities and the diverse environments where they reside, the components of a metagenomics study must be carefully tailored to yield accurate results that are representative of the populations of interest. This Primer article examines the methodological advancements and current practices that have shaped the field, from initial stages of sample collection and DNA extraction to the advanced bioinformatics tools employed for data analysis, with a particular focus on the profound impact of next-generation sequencing (NGS) on the scale and accuracy of metagenomics studies. We critically assess the challenges and limitations inherent in metagenomics experimentation, available technologies and computational analysis methods. Beyond technical methodologies, we explore the application of metagenomics across various domains, including human health, agriculture and environmental monitoring. Looking ahead, we advocate for the development of more robust computational frameworks and enhanced interdisciplinary collaborations. This Primer serves as a comprehensive guide for advancing the precision and applicability of metagenomic studies, positioning them to address the complexities of microbial ecology and their broader implications for human health and environmental sustainability.</p>","PeriodicalId":74250,"journal":{"name":"Nature reviews. Methods primers","volume":"5 ","pages":""},"PeriodicalIF":50.1000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12276902/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature reviews. Methods primers","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1038/s43586-024-00376-6","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/23 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Metagenomics has revolutionized our understanding of microbial communities, offering unprecedented insights into their genetic and functional diversity across Earth's diverse ecosystems. Beyond their roles as environmental constituents, microbiomes act as symbionts, profoundly influencing the health and function of their host organisms. Given the inherent complexity of these communities and the diverse environments where they reside, the components of a metagenomics study must be carefully tailored to yield accurate results that are representative of the populations of interest. This Primer article examines the methodological advancements and current practices that have shaped the field, from initial stages of sample collection and DNA extraction to the advanced bioinformatics tools employed for data analysis, with a particular focus on the profound impact of next-generation sequencing (NGS) on the scale and accuracy of metagenomics studies. We critically assess the challenges and limitations inherent in metagenomics experimentation, available technologies and computational analysis methods. Beyond technical methodologies, we explore the application of metagenomics across various domains, including human health, agriculture and environmental monitoring. Looking ahead, we advocate for the development of more robust computational frameworks and enhanced interdisciplinary collaborations. This Primer serves as a comprehensive guide for advancing the precision and applicability of metagenomic studies, positioning them to address the complexities of microbial ecology and their broader implications for human health and environmental sustainability.